{"id":"W4387386827","doi":"10.5114/pr.2022.131064","title":"An assessment of the knowledge of medical students about lymphedema – a survey-based study","year":2022,"lang":"en","type":"article","venue":"Phlebological Review","topic":"Health, Work, and Social Studies in Poland","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lymphedema; Medicine; Family medicine; Gynecology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00622576,0.000262484,0.000849189,0.003066249,0.0005710892,0.0009778119,0.000509577,0.0009613356,0.00229463],"category_scores_gemma":[0.01300957,0.0005099693,0.001143126,0.002094764,0.0003941538,0.001468854,0.001615457,0.001004223,0.0009420997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009828551,"about_ca_system_score_gemma":0.001284955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002456224,"about_ca_topic_score_gemma":0.002770433,"domain_scores_codex":[0.9957796,0.001233815,0.0007803476,0.000355384,0.001422272,0.0004285161],"domain_scores_gemma":[0.9891819,0.002701033,0.002322512,0.0004718987,0.003630987,0.001691582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003729535,0.001701413,0.9677246,0.000422731,0.0001942906,0.0001835186,0.005178226,0.0001229189,0.0004545501,0.0000707951,0.001400162,0.02217395],"study_design_scores_gemma":[0.00005565738,0.002392933,0.9883763,0.0001304882,0.00006299245,0.0002647262,0.006035695,0.0002682488,0.0001953522,0.00004097672,0.002148365,0.00002817925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969425,0.0003836765,0.0002179369,0.0002374378,0.00002733754,0.0003477778,0.0006801895,0.00001021468,0.00115293],"genre_scores_gemma":[0.9958604,0.0007989056,0.0006171801,0.0002893298,0.00003235685,0.0006489892,0.0009170179,0.000005004317,0.0008308326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00622576,"threshold_uncertainty_score":0.03292537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.125174137647166,"score_gpt":0.5536462235044796,"score_spread":0.4284720858573136,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}